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Lugha-Llama: Adapting Large Language Models for African Languages

  • Large language models (LLMs) struggle to recognize low-resource languages, including African languages.
  • Combining curated data from African languages with high-quality English educational texts significantly improves the model's performance on these languages.
  • On the IrokoBench dataset, the models consistently achieve the best performance compared to other baselines, particularly on knowledge-intensive multiple-choice questions (AfriMMLU).
  • The models outperform the base model by over 10% on the cross-lingual question answering benchmark AfriQA.

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